{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import time\n",
    "\n",
    "# DWave Credentials\n",
    "dwave_solver = os.getenv('DWAVE_API_SOLVER')\n",
    "api_key = os.getenv('DWAVE_API_TOKEN')\n",
    "\n",
    "from dwave.system.samplers import DWaveSampler\n",
    "from dwave.system.composites import EmbeddingComposite\n",
    "\n",
    "import dwave_networkx as dnx\n",
    "\n",
    "### Use NetworkX graphic package to create a signed network\n",
    "import networkx as nx\n",
    "\n",
    "# Select a D-Wave system and handle mapping from problem graph to sampler graph\n",
    "sampler = EmbeddingComposite(DWaveSampler(solver=dwave_solver, token=api_key))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'ftse' # values: 'asset_class','ftse','sectors','sp100'\n",
    "\n",
    "corr_tensor = np.load('%s_corr.npy' % (dataset))\n",
    "dates = np.load('%s_dates.npy' % (dataset))\n",
    "nodes = np.load('%s_nodes.npy' % (dataset))\n",
    "nodes_descr = np.load('%s_nodes_descr.npy' % (dataset))\n",
    "\n",
    "num_examples = corr_tensor.shape[0] #number of dates\n",
    "dim = corr_tensor.shape[1] #number of assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper Functions\n",
    "\n",
    "def make_graph(corr_mat, node_labels, graph_type):\n",
    "\n",
    "    G = nx.Graph()\n",
    "    G.add_nodes_from(node_labels)\n",
    "    dim = corr_mat.shape[0]\n",
    "\n",
    "    if not dim == len(node_labels):\n",
    "        raise ValueError('number node labels not = corr matrix dimensions')\n",
    "\n",
    "    if graph_type=='signed':\n",
    "        for i in range(dim):\n",
    "            for j in range(i+1, dim):\n",
    "                if corr_mat[i,j] < 0:\n",
    "                    G.add_edge(node_labels[i], node_labels[j], sign=-1)\n",
    "                elif corr_mat[i,j] > 0:\n",
    "                    G.add_edge(node_labels[i], node_labels[j], sign=1)\n",
    "    \n",
    "    if graph_type=='corr':\n",
    "        for i in range(dim):\n",
    "            for j in range(i+1, dim):\n",
    "                if corr_mat[i,j] != 0.0000:\n",
    "                    G.add_edge(node_labels[i], node_labels[j])\n",
    "    \n",
    "    if graph_type=='uncorr':\n",
    "        for i in range(dim):\n",
    "            for j in range(i+1, dim):\n",
    "                if corr_mat[i,j] == 0.000:\n",
    "                    G.add_edge(node_labels[i], node_labels[j])\n",
    "    \n",
    "    density = (2*G.number_of_edges())/(G.number_of_nodes()*(G.number_of_nodes() - 1))\n",
    "                \n",
    "    return G, density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num examples: 120, matrix dim: 21\n"
     ]
    }
   ],
   "source": [
    "print(\"num examples: %d, matrix dim: %d\" % (num_examples, dim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# source code for DWave MIS algorithm - modified to include timing\n",
    "\n",
    "from __future__ import division\n",
    "from dwave_networkx.utils import binary_quadratic_model_sampler\n",
    "\n",
    "__all__ = [\"maximum_weighted_independent_set\", \"maximum_independent_set\", \"is_independent_set\"]\n",
    "\n",
    "\n",
    "@binary_quadratic_model_sampler(2)\n",
    "\n",
    "def maximum_weighted_independent_set(G, weight=None, sampler=None, lagrange=2.0, **sampler_args):\n",
    "\n",
    "    # Get a QUBO representation of the problem\n",
    "    Q = maximum_weighted_independent_set_qubo(G, weight, lagrange)\n",
    "\n",
    "    # use the sampler to find low energy states\n",
    "    response = sampler.sample_qubo(Q, **sampler_args) #this is where the optimization happens\n",
    "    computation_time = response.info['timing']['qpu_access_time'] / 10**6 #compute qpu access time, and convert to seconds \n",
    "    # we want the lowest energy sample\n",
    "    sample = next(iter(response))\n",
    "\n",
    "    # nodes that are spin up or true are exactly the ones in S.\n",
    "    return [node for node in sample if sample[node] > 0], computation_time\n",
    "\n",
    "\n",
    "@binary_quadratic_model_sampler(1)\n",
    "\n",
    "def maximum_independent_set(G, sampler=None, lagrange=2.0, **sampler_args):\n",
    "\n",
    "    return maximum_weighted_independent_set(G, None, sampler, lagrange, **sampler_args)\n",
    "\n",
    "\n",
    "def is_independent_set(G, indep_nodes):\n",
    "\n",
    "    return len(G.subgraph(indep_nodes).edges) == 0\n",
    "\n",
    "\n",
    "def maximum_weighted_independent_set_qubo(G, weight=None, lagrange=2.0):\n",
    "    \n",
    "    if not G:\n",
    "        return {}\n",
    "\n",
    "    cost = dict(G.nodes(data=weight, default=1))\n",
    "    scale = max(cost.values())\n",
    "    Q = {(node, node): min(-cost[node] / scale, 0.0) for node in G}\n",
    "    Q.update({edge: lagrange for edge in G.edges})\n",
    "\n",
    "    return Q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot graph density for each threshold. \n",
    "thresh_array = []\n",
    "density_distr = []\n",
    "\n",
    "for i in np.arange(0.1, 1, 0.1):\n",
    "    density_array = []\n",
    "    for j in range(1, int(num_examples/3)):\n",
    "        corr_mat = corr_tensor[j*3, :, :].copy()\n",
    "        corr_mat[(corr_mat > -1*i) & (corr_mat < i)] = 0\n",
    "        G, density = make_graph(corr_mat, nodes, 'corr')\n",
    "        \n",
    "        density_array.append(density)\n",
    "    \n",
    "    density_distr.append(density_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(density_distr)\n",
    "plt.ylabel(\"Graph Density\")\n",
    "plt.xlabel(\"Correlation Threshold (10^-1)\")\n",
    "plt.title(\"%s Density vs Threshold\" % (dataset))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr_mat = corr_tensor[int(num_examples/2), :, :].copy()\n",
    "        \n",
    "corr_mat[(corr_mat > -1*0.2) & (corr_mat < 0.2)] = 0\n",
    "G, density = make_graph(corr_mat, nodes, 'corr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6857142857142857"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\networkx\\drawing\\nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if not cb.iterable(width):\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw graph\n",
    "fig,ax = plt.subplots(figsize=(15,10))\n",
    "nx.draw_shell(G, ax=ax, with_labels=True, node_size=1000, node_color=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# quick test to see if dwave is working\n",
    "max_ind_set, comp_time = maximum_independent_set(G, sampler)\n",
    "valid_soln = dnx.is_independent_set(G, max_ind_set)\n",
    "valid_soln"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\networkx\\drawing\\nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if not cb.iterable(width):\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # Draw solution\n",
    "node_coloring = []\n",
    "for node in G.nodes():\n",
    "    if node in max_ind_set:\n",
    "        node_coloring.append(\"#8ae3fa\")\n",
    "    else:\n",
    "        node_coloring.append(\"white\")\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(15,10))\n",
    "nx.draw_shell(G, ax=ax, with_labels=True, node_size=1000,  node_color=node_coloring)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count: 10\n",
      "count: 20\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-cfbf8f59333a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     22\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     23\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 24\u001b[1;33m             \u001b[0mopt_soln\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcomp_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaximum_independent_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msampler\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     25\u001b[0m             \u001b[0msoln_size\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mopt_soln\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     26\u001b[0m             \u001b[0mvalid_soln\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_independent_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mopt_soln\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<C:\\ProgramData\\Anaconda3\\lib\\site-packages\\decorator.py:decorator-gen-845>\u001b[0m in \u001b[0;36mmaximum_independent_set\u001b[1;34m(G, sampler, lagrange, **sampler_args)\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\dwave_networkx\\utils\\decorators.py\u001b[0m in \u001b[0;36m_binary_quadratic_model_sampler\u001b[1;34m(f, *args, **kw)\u001b[0m\n\u001b[0;32m    148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    149\u001b[0m         \u001b[1;31m# now run the function and return the results\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 150\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mnew_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    151\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0m_binary_quadratic_model_sampler\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-6-e99963a413a0>\u001b[0m in \u001b[0;36mmaximum_independent_set\u001b[1;34m(G, sampler, lagrange, **sampler_args)\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mmaximum_independent_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msampler\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlagrange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msampler_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     29\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 30\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mmaximum_weighted_independent_set\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msampler\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlagrange\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msampler_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     31\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     32\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<C:\\ProgramData\\Anaconda3\\lib\\site-packages\\decorator.py:decorator-gen-843>\u001b[0m in \u001b[0;36mmaximum_weighted_independent_set\u001b[1;34m(G, weight, sampler, lagrange, **sampler_args)\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\dwave_networkx\\utils\\decorators.py\u001b[0m in \u001b[0;36m_binary_quadratic_model_sampler\u001b[1;34m(f, *args, **kw)\u001b[0m\n\u001b[0;32m    148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    149\u001b[0m         \u001b[1;31m# now run the function and return the results\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 150\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mnew_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    151\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0m_binary_quadratic_model_sampler\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-6-e99963a413a0>\u001b[0m in \u001b[0;36mmaximum_weighted_independent_set\u001b[1;34m(G, weight, sampler, lagrange, **sampler_args)\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     16\u001b[0m     \u001b[1;31m# use the sampler to find low energy states\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m     \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msampler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msample_qubo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mQ\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msampler_args\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#this is where the optimization happens\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     18\u001b[0m     \u001b[0mcomputation_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'timing'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'qpu_access_time'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;36m10\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m6\u001b[0m \u001b[1;31m#compute qpu access time, and convert to seconds\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     19\u001b[0m     \u001b[1;31m# we want the lowest energy sample\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\dimod\\core\\sampler.py\u001b[0m in \u001b[0;36msample_qubo\u001b[1;34m(self, Q, **parameters)\u001b[0m\n\u001b[0;32m    244\u001b[0m         \"\"\"\n\u001b[0;32m    245\u001b[0m         \u001b[0mbqm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mBinaryQuadraticModel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_qubo\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mQ\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 246\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbqm\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\dwave\\system\\composites\\embedding.py\u001b[0m in \u001b[0;36msample\u001b[1;34m(self, bqm, chain_strength, chain_break_method, chain_break_fraction, embedding_parameters, return_embedding, **parameters)\u001b[0m\n\u001b[0;32m    202\u001b[0m                                         **embedding_parameters)\n\u001b[0;32m    203\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 204\u001b[1;33m         \u001b[1;32mif\u001b[0m \u001b[0mbqm\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0membedding\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    205\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"no embedding found\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    206\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\dimod\\binary_quadratic_model.py\u001b[0m in \u001b[0;36m__len__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    273\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    274\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 275\u001b[1;33m     \u001b[1;32mdef\u001b[0m \u001b[0m__len__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    276\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    277\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Create graph for each month and calculate max clique. \n",
    "\n",
    "indset_array = []\n",
    "valid_soln_array = []\n",
    "set_size_array = []\n",
    "date_array = []\n",
    "density_array = []\n",
    "threshold_array = []\n",
    "time_array = []\n",
    "\n",
    "count = 0\n",
    "for i in np.arange(0.1, 1, 0.1):\n",
    "    for j in range(1, int(num_examples/5)):\n",
    "        \n",
    "        corr_mat = corr_tensor[j*5, :, :].copy()\n",
    "        corr_mat[(corr_mat > -1*i) & (corr_mat < i)] = 0\n",
    "        \n",
    "        G, density = make_graph(corr_mat, nodes, 'corr')\n",
    "        \n",
    "        count += 1\n",
    "        if count % 10 == 0: print(\"count: %d\" % (count))\n",
    "        \n",
    "        try:\n",
    "            opt_soln, comp_time = maximum_independent_set(G, sampler)\n",
    "            soln_size = len(opt_soln)\n",
    "            valid_soln = dnx.is_independent_set(G, opt_soln)\n",
    "            \n",
    "            for k in range(3):\n",
    "                max_ind_set, comp_time_temp = maximum_independent_set(G, sampler)\n",
    "                set_size = len(max_ind_set)\n",
    "                valid_set = dnx.is_independent_set(G, max_ind_set)\n",
    "                \n",
    "                if valid_set and set_size > soln_size:\n",
    "                    opt_soln = max_ind_set\n",
    "                    soln_size = set_size\n",
    "                    valid_soln = True\n",
    "                    comp_time = comp_time_temp\n",
    "                \n",
    "        except Exception as err:\n",
    "            print(err)\n",
    "            print(\"No embedding found for threshold %f and matrix %d\" % (i, j*5))\n",
    "        else:\n",
    "            indset_array.append(opt_soln)\n",
    "            valid_soln_array.append(valid_soln)\n",
    "            set_size_array.append(soln_size)\n",
    "            time_array.append(comp_time)\n",
    "            threshold_array.append(i)\n",
    "            density_array.append(density)\n",
    "            date_array.append(dates[j*5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(indset_array) == len(date_array) == len(density_array) == len(threshold_array) == len(set_size_array) == len(time_array)\n",
    "\n",
    "# Create Pandas DataFrame for quantum results\n",
    "pd.DataFrame(data={\"date\": date_array, \"threshold\": threshold_array, \"density\": density_array,\n",
    "                \"max_ind_set\": indset_array, \"set_size\": set_size_array, \n",
    "                \"valid_soln\": valid_soln_array, \"computation_time\": time_array}).to_csv(\"indset_quant_%s_res.csv\" % (dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run classical max clique algm on the matrices that ran successfully above\n",
    "from networkx.algorithms.approximation.independent_set import maximum_independent_set as mis\n",
    "\n",
    "indset_array = []\n",
    "valid_soln_array = []\n",
    "set_size_array = []\n",
    "density_array = []\n",
    "time_array = []\n",
    "\n",
    "for i in range(len(threshold_array)):\n",
    "    \n",
    "    # get threshold and matrix idx \n",
    "    thresh = threshold_array[i]\n",
    "    idx = dates.tolist().index(date_array[i])\n",
    "    \n",
    "    corr_mat = corr_tensor[idx, :, :].copy()\n",
    "    corr_mat[(corr_mat > -1*thresh) & (corr_mat < thresh)] = 0\n",
    "\n",
    "    G, density = make_graph(corr_mat, nodes, 'corr')\n",
    "\n",
    "    try:\n",
    "        t = time.clock()\n",
    "        max_ind_set = mis(G)\n",
    "        run_time = time.clock() - t\n",
    "        set_size = len(max_ind_set)\n",
    "        valid_set = dnx.is_independent_set(G, list(max_ind_set))\n",
    "    except Exception as err:\n",
    "        print(err)\n",
    "        print(\"Error on matrix %d with threshold %f\" % (j*5, i))\n",
    "    else:\n",
    "        \n",
    "        indset_array.append(max_ind_set)\n",
    "        valid_soln_array.append(valid_set)\n",
    "        set_size_array.append(set_size)\n",
    "        density_array.append(density)\n",
    "        time_array.append(run_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(indset_array) == len(date_array) == len(density_array) == len(threshold_array) == len(set_size_array) == len(time_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Create Pandas DataFrame for class results\n",
    "pd.DataFrame(data={\"date\": date_array, \"threshold\": threshold_array, \"density\": density_array,\n",
    "                \"max_ind_set\": indset_array, \"set_size\": set_size_array,\n",
    "                \"valid_soln\": valid_soln_array, \"computation_time\": time_array}).to_csv(\"indset_class_%s_res.csv\" % (dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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